TY - JOUR
T1 - Existence of a mean-square stabilizing solution to a modified algebraic riccati equation
AU - Zheng, Jianying
AU - Qiu, Li
N1 - Publisher Copyright:
© 2018 Society for Industrial and Applied Mathematics.
PY - 2018
Y1 - 2018
N2 - In this paper, the existence of a mean-square stabilizing solution to a discrete-time modified algebraic Riccati equation (MARE), which arises in the study of some stochastic linear quadratic optimal control problems, is investigated. The theory of cone-invariant operators is employed as the mathematical tool to tackle this problem. We provide some criteria for the cone stability, cone observability, and cone detectability of a class of cone-invariant systems in terms of the associated distinguished eigenvalues. Then two scenarios concerning the problem of existence in terms of the positive definiteness of the input weighting matrix are considered. We first study the MARE under the assumption that the input weighting matrix in the cost function is positive definite. Then an explicit necessary and sufficient condition is obtained. Such a condition is derived for the very first time and it indicates that the common condition of observability or detectability of certain stochastic systems is unnecessary. Only the observability of the distinguished eigenvalue at 1 of an associated cone-invariant operator is required. Hence this necessary and sufficient condition is compatible with the one ensuring the existence of a stabilizing solution to the standard algebraic Riccati equation. However, when the input weighting matrix is only positive semidefinite, this condition does not hold. In this case, we get a sufficient condition and a necessary condition, respectively. These two conditions coincide when the input weighting matrix is indeed positive definite.
AB - In this paper, the existence of a mean-square stabilizing solution to a discrete-time modified algebraic Riccati equation (MARE), which arises in the study of some stochastic linear quadratic optimal control problems, is investigated. The theory of cone-invariant operators is employed as the mathematical tool to tackle this problem. We provide some criteria for the cone stability, cone observability, and cone detectability of a class of cone-invariant systems in terms of the associated distinguished eigenvalues. Then two scenarios concerning the problem of existence in terms of the positive definiteness of the input weighting matrix are considered. We first study the MARE under the assumption that the input weighting matrix in the cost function is positive definite. Then an explicit necessary and sufficient condition is obtained. Such a condition is derived for the very first time and it indicates that the common condition of observability or detectability of certain stochastic systems is unnecessary. Only the observability of the distinguished eigenvalue at 1 of an associated cone-invariant operator is required. Hence this necessary and sufficient condition is compatible with the one ensuring the existence of a stabilizing solution to the standard algebraic Riccati equation. However, when the input weighting matrix is only positive semidefinite, this condition does not hold. In this case, we get a sufficient condition and a necessary condition, respectively. These two conditions coincide when the input weighting matrix is indeed positive definite.
KW - Cone-invariant operators
KW - Modified algebraic riccati equation
KW - Stochastic optimal control
UR - https://www.scopus.com/pages/publications/85043520866
U2 - 10.1137/16M1098255
DO - 10.1137/16M1098255
M3 - 文章
AN - SCOPUS:85043520866
SN - 0363-0129
VL - 56
SP - 367
EP - 387
JO - SIAM Journal on Control and Optimization
JF - SIAM Journal on Control and Optimization
IS - 1
ER -